#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
During the 09 years period (2018-2026) for Delhi, the month of April witnessed its lowest monthly average AQI of 178 in the current year 2026 (barring 2020 - the year of lockdown due to Covid): Commission for Air Quality Management
#Environment
- 60-metre garbage mountain in Okhla is just 20 m now
- Recycled landfill waste is used for massive Eco park
- "Trees" have been planted too
#Environment
Tata Steel pilots HIsarna tech with ~50% lower capex and ~50% CO₂ reduction. 1 MTPA demo plant planned at Jamshedpur with ₹4,000 cr capex vs ₹9,000 cr blast furnace baseline. CO₂ cut up to 80% with CCS; commercialization targeted ~2030. #Environment
https://t.co/fc7NwWIvTP
An unprecedented weather event was witnessed in Jammu, where a tornado struck the area for nearly 10 minutes in Akhnoor. No damage to life or property has been reported. This marks the first recorded instance of a tornado in the region’s weather history. #Environment
India just turned plastic waste into a massive business opportunity. This policy is not about recycling, it’s about building the next manufacturing wave. #Environment
Discord @smileswe Midjourney #environment Francis henri de roche, julieta london, in the style of detailed fantasy art, imaginative prison scenes, dark blue and gold, trompe - l'œil illusionistic detail, intricate cityscapes, rustic renaissance realism
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Discord @Nikruz Midjourney #environment Map of fantasy land, two main buildings, one castle and one house, 2 big chests full of gold, graphiti style, vibrant colors, birds eye view, colourful
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